Robust modeling method for thermal error of CNC machine tools based on ridge regression algorithm

H Liu, EM Miao, XY Wei, XD Zhuang - International journal of machine …, 2017 - Elsevier
For thermal error compensation technology of CNC machine tools, the collinearity between
temperature sensitive points is the main factor for determining the predicted robustness of …

CNC machine accuracy enhancement through real-time error compensation

J Ni - 1997 - asmedigitalcollection.asme.org
Improving CNC machine tool accuracy has received significant attention recently. This paper
intends to provide an introduction of the real-time error compensation methods as applied to …

Measurement and verification of position-independent geometric errors of a five-axis machine tool using a double ball-bar

KI Lee, SH Yang - International Journal of Machine Tools and …, 2013 - Elsevier
In this study, position-independent geometric errors, including offset errors and squareness
errors of rotary axes of a five-axis machine tool are measured using a double ball-bar and …

Study on the effects of changes in temperature-sensitive points on thermal error compensation model for CNC machine tool

E Miao, Y Liu, H Liu, Z Gao, W Li - International journal of machine tools and …, 2015 - Elsevier
In thermal error compensation technology on computer numerical control (CNC) machine
tool, selecting appropriate and stable temperature-sensitive points for modeling and …

Study of static thermal deformation modeling based on a hybrid CNN-LSTM model with spatiotemporal correlation

J Guo, Q Xiong, J Chen, E Miao, C Wu, Q Zhu… - … International Journal of …, 2022 - Springer
The thermal error of a machine tool is one of the main factors affecting the machining
accuracy. By establishing the error model and compensating the error, the accuracy can be …

Methods on error-modeling, detection and compensation in gear hobbing process: A short review

Z Weisen, GUO Qiang, SHU Changlin, Z Zhixi… - Journal of Advanced …, 2023 - sciopen.com
Gear is one of important transmission components in mechanical devices. How to correctly
produce gears that meets the transmission requirements has always been the research …

Thermal error optimization modeling and real-time compensation on a CNC turning center

W Hao, Z Hongtao, G Qianjian, W Xiushan… - Journal of materials …, 2008 - Elsevier
Thermal errors are the largest contributor to the dimensional errors of a workpiece in
precision machining. The error compensation technique is an effective way of reducing …

Accuracy improvement of miniaturized machine tool: geometric error modeling and compensation

JH Lee, Y Liu, SH Yang - International Journal of Machine Tools and …, 2006 - Elsevier
A novel capacitance–sensor based multi-degree-of-freedom (DOF) measurement system
has been developed for measuring geometric errors of a miniaturized machine tool (mMT) …

Thermal error robust modeling method for CNC machine tools based on a split unbiased estimation algorithm

H Liu, E Miao, X Zhuang, X Wei - Precision Engineering, 2018 - Elsevier
In the thermal error compensation technology of CNC machine tools, the core issue is to
establish a mathematical model of thermal error with high prediction accuracy and strong …

Robust measurement method and uncertainty analysis for position-independent geometric errors of a rotary axis using a double ball-bar

KI Lee, SH Yang - International Journal of Precision Engineering and …, 2013 - Springer
In this study, we propose a robust and simple method using double ball-bar to measure
position-independent geometric errors of a rotary axis involving single axis control during …